{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c5972a5b-3987-4666-af0e-13fd17f69d20",
   "metadata": {},
   "source": [
    "### 图像加载与预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "db1002d7-5504-42ed-8078-34d8ffa1f9bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01f8efbf-fcd7-4dee-8c97-f8f059c6302a",
   "metadata": {},
   "source": [
    "### 加载图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7311f496-51b2-418e-a3f5-54f82639168d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = cv2.imread('./data/1234.png', cv2.IMREAD_GRAYSCALE) # cv2.IMREAD_GRAYSCALE表示加载为灰度图像\n",
    "\n",
    "# 二值化\n",
    "\"\"\"\n",
    "黑色（0） 白色（255）\n",
    "127是阈值\n",
    "255是大于阈值时设置的像素值\n",
    "cv2.THRESH_BINARY_INV是指反转二值化（黑色为前景，白色为背景）\n",
    "如果用cv2.THRESH_BINARY，则会得到常规的白底黑字二值图像\n",
    "\"\"\"\n",
    "_, binary_image = cv2.threshold(image, 127, 255, cv2.THRESH_BINARY_INV)\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "# 显示原始图像\n",
    "plt.subplot(1, 2, 1)  # 1行2列，第1个子图\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.title(\"Original Image\")\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示二值化后的图像\n",
    "plt.subplot(1, 2, 2)  # 1行2列，第2个子图\n",
    "plt.imshow(binary_image, cmap='gray')\n",
    "plt.title(\"Binary Image\")\n",
    "plt.axis('off')\n",
    "\n",
    "# 展示图像\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3528fac4-27cf-4cdb-a0a2-c1c05893c45d",
   "metadata": {},
   "source": [
    "### 轮廓检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "607e2ada-b7f0-435f-8c7c-979339491703",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "cv2.RETR_EXTERNAL：表示只检测外部轮廓，不考虑内部轮廓\n",
    "cv2.CHAIN_APPROX_SIMPLE：使用简单的链式近似法来表示轮廓。它将多余的点压缩成直线段，只保留轮廓的端点，从而减少计算量。\n",
    "\"\"\"\n",
    "contours, _ = cv2.findContours(binary_image, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c7a1225f-3ff1-48d7-8dae-7565a151d53e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 遍历轮廓，提取每个数字\n",
    "digit_images = []\n",
    "for contour in contours:\n",
    "    x, y, w, h = cv2.boundingRect(contour) # cv2.boundingRect(contour)：这个函数返回一个最小矩形（bounding box），它包围了每个轮廓\n",
    "    if h > 20 and w > 10:  # 筛选掉过小的区域\n",
    "        # digit = binary_image[y:y+h, x:x+w]\n",
    "        padding = 30  # 增加边缘填充\n",
    "        digit = binary_image[max(y - padding, 0):y + h + padding, max(x - padding, 0):x + w + padding]\n",
    "        # digit_resized = cv2.resize(digit, (28, 28))  # 调整到模型输入大小\n",
    "        digit_images.append(digit)\n",
    "len(digit_images)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f650dda1-761d-441e-b9ad-42ebfc7f088c",
   "metadata": {},
   "source": [
    "### 展示分割之后的图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "148035ac-26a1-42ad-83c4-91b8c5464a57",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\PC\\AppData\\Local\\Temp\\ipykernel_20248\\873330583.py:4: UserWarning: The figure layout has changed to tight\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for i in range(len(digit_images)):\n",
    "    plt.subplot(1, len(digit_images), i + 1)\n",
    "    plt.tight_layout()\n",
    "    plt.imshow(digit_images[i], cmap='gray', interpolation='none')\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "760a2cff-982b-451e-a38d-06b864be2a72",
   "metadata": {},
   "source": [
    "### 数字识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "15a8d010-e869-4b0a-98e6-34470b778de4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from PIL import Image\n",
    "import torchvision.transforms as transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a1810aa4-c3a7-4f8f-89d3-73602bfc1f5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cuda')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2c04f841-f5b6-4e9f-9811-34233af616d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Net(torch.nn.Module):\n",
    "    def __init__(self):\n",
    "        # （batch,1,28,28）\n",
    "        super(Net, self).__init__()\n",
    "        self.conv1 = torch.nn.Sequential(\n",
    "            torch.nn.Conv2d(1, 32, kernel_size=3), #（batch,32,26,26）\n",
    "            torch.nn.ReLU(),\n",
    "            torch.nn.MaxPool2d(kernel_size=2), #（batch,32,13,13）\n",
    "        )\n",
    "        self.conv2 = torch.nn.Sequential(\n",
    "            torch.nn.Conv2d(32, 64, kernel_size=3), #（batch,64,11,11）\n",
    "            torch.nn.ReLU(),\n",
    "            torch.nn.MaxPool2d(kernel_size=2), #（batch,64,5,5）\n",
    "        )\n",
    "        self.fc = torch.nn.Sequential(\n",
    "            torch.nn.Linear(1600, 50),\n",
    "            # torch.nn.ReLU(),  # 添加ReLU激活函数\n",
    "            torch.nn.Linear(50, 10),\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        batch_size = x.size(0)\n",
    "        x = self.conv1(x)  # 一层卷积层,一层池化层,一层激活层\n",
    "        x = self.conv2(x)  # 再来一次\n",
    "        x = x.view(batch_size, -1)  # flatten 变成全连接网络需要的输入\n",
    "        x = self.fc(x)\n",
    "        return x  # 最后输出的是维度为10的，也就是（对应数学符号的0~9）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d8f1b186-9175-4b86-9007-241feaaaf59b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\PC\\AppData\\Local\\Temp\\ipykernel_20248\\457276358.py:6: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  model.load_state_dict(torch.load(model_path))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Net(\n",
       "  (conv1): Sequential(\n",
       "    (0): Conv2d(1, 32, kernel_size=(3, 3), stride=(1, 1))\n",
       "    (1): ReLU()\n",
       "    (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "  )\n",
       "  (conv2): Sequential(\n",
       "    (0): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1))\n",
       "    (1): ReLU()\n",
       "    (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "  )\n",
       "  (fc): Sequential(\n",
       "    (0): Linear(in_features=1600, out_features=50, bias=True)\n",
       "    (1): Linear(in_features=50, out_features=10, bias=True)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = Net().to(device)\n",
    "\n",
    "model_path = '../models/1_Handwritten_Digit_Recognition/model_weights.pth'\n",
    "\n",
    "# 加载模型参数\n",
    "model.load_state_dict(torch.load(model_path))\n",
    "\n",
    "# 将模型设置为评估模式\n",
    "model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8de5b620-69ce-4673-9f1c-18ee851dd87f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 预测函数\n",
    "def predict_image(image, model):\n",
    "    # image = Image.open(image_path)\n",
    "    image = Image.fromarray(image)\n",
    "    # 图像预处理\n",
    "    transform = transforms.Compose([\n",
    "        transforms.Grayscale(num_output_channels=1),  # 转换为灰度\n",
    "        transforms.Resize((28, 28)),                 # 调整到 28x28\n",
    "        transforms.ToTensor(),                       # 转换为张量\n",
    "        transforms.Normalize((0.5,), (0.5,))         # 归一化到 [-1, 1]\n",
    "    ])\n",
    "    image = transform(image)\n",
    "    image = image.to(device)\n",
    "    image = image.unsqueeze(0)\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        output = model(image)\n",
    "        _, predicted = torch.max(output.data, 1)\n",
    "    return str(predicted.item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1724057e-0d25-482f-8e4e-015bb1e84894",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1111\n"
     ]
    }
   ],
   "source": [
    "predict_digit = []\n",
    "\n",
    "for image in digit_images:\n",
    "    predict_digit.append(predict_image(image, model))\n",
    "print(''.join(predict_digit))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aed09c19-5b63-48f8-955f-5f64a706e736",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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